{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn import metrics\n",
    "import csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_path = \"./data/x_train_process.csv\"\n",
    "oraginal_train_data = \"./data/train.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data(file_name):\n",
    "    bank_data = []\n",
    "    with open(file_name) as csvfile:\n",
    "        csv_reader = csv.reader(csvfile)\n",
    "        data_header = next(csv_reader)  \n",
    "        for row in csv_reader:  \n",
    "            bank_data.append(row)\n",
    "    return bank_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = np.array(load_data(x_train_path)).astype(float)\n",
    "\n",
    "def draw_elbow_pic(data):\n",
    "    plt.figure()\n",
    "    plt.xlabel(\"Number of clusters\") \n",
    "    plt.ylabel(\"Distance\")\n",
    "    plt.title(\"elbow_pic\")\n",
    "    x_data = []\n",
    "    y_data = []\n",
    "    for k in range(3,20):\n",
    "        y_pred = KMeans(n_clusters=k).fit_predict(data)\n",
    "        score=metrics.calinski_harabasz_score(data, y_pred)\n",
    "        x_data.append(k)\n",
    "        y_data.append(score)\n",
    "    plt.plot(x_data, y_data)\n",
    "    plt.show()\n",
    "\n",
    "draw_elbow_pic(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array(load_data(x_train_path)).astype(float)\n",
    "old_data = np.array(load_data(oraginal_train_data))\n",
    "def statistic(data,old_data,k=3):\n",
    "    # 年龄、工作、教育分别对应索引[0,1,3]\n",
    "    statistic_data = old_data[:,[0,1,3]]\n",
    "    y_pred = KMeans(n_clusters=k).fit_predict(data)\n",
    "    clusters =  [[],[],[]]\n",
    "    for index,cluster_num in enumerate(y_pred):\n",
    "        clusters[cluster_num].append(statistic_data[index].tolist())\n",
    "    return np.array(clusters)\n",
    "    \n",
    "clusters = statistic(X,old_data)\n",
    "\n",
    "def get_count(data):\n",
    "    data = data.tolist()\n",
    "    keys = set(data)\n",
    "    values = []\n",
    "    for key in keys:\n",
    "        values.append(data.count(key))\n",
    "    return list(keys),values\n",
    "\n",
    "age_data_all = []\n",
    "job_data_all = []\n",
    "edu_data_all = []\n",
    "\n",
    "for index,cluster in enumerate(clusters):\n",
    "    age_data = np.array(cluster)[:,0]\n",
    "    job_data = np.array(cluster)[:,1]\n",
    "    edu_data = np.array(cluster)[:,2]\n",
    "    age_data_all.append(get_count(age_data))\n",
    "    job_data_all.append(get_count(job_data))\n",
    "    edu_data_all.append(get_count(edu_data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.各个聚类的文化程度比例饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "area = np.pi * 4**2\n",
    "colors = [\"red\",\"yellow\",\"blue\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for index,edu_data in enumerate(edu_data_all):\n",
    "    plt.title(\"Cluster %d\" % (index+1))\n",
    "    labels,data = edu_data\n",
    "    plt.pie(data,labels=labels,autopct='%1.2f%%')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.各个聚类的年龄分布饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/lib/python3.5/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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r1X/asg/Cp2wXoFQ/7Gq7gIEISti1ZVe5ZFT6Ds2cEpSwa8uuckkBMMp2Ef1lP+yuU4B/r7BSOcEYEs1m2OjelhPfbBE5pttzp4rIk/19TRE5T0RGdfu+UUSq+7ONIHRFqghGHSrEjCGWILK2g2KvmWFt60xV1wpTk2g0ddJo6oqXmLrSRlNXtcLU1qyjsgZk1MJet2mMiFwAPCgiz+K/z69hYAO0nAfMBVYMYF0gGCHTGVpD5rxHYzz+QYL6cuGdmRXbXO71pUkOuLONWaeUccoUf1jCu9/q4mcvdgFwxcHFNEwrpjNhOH5WO43Nhpn7FjNz32IAvvporOure5WtnjqufK1nKtpW48SXm+FmqRkhi019SaOpK19qRlSuNDXD2yirAMalH31R15eFjDHviMhjwKVAOfBHY8xHIvJD4Jz0YrcaY34rIjsBDxljpgGIyI/wM7oAmAbcLyIxNl1a/m0ROR6IAKcYYz7YXi1BCHuV7QLU0Dp3WhEX7VfMOX+JbXOZZMpw6f91cOSOm96ia9pN8ifPdfLi+TWftFHaOuO2VbvW7rD7nCc+TFTFhiecz53yhVWX/+FPu/1p6s+alqxcP2Jd8oniZ+suGUsnY7Pwa/SnC30VfqvcBewjItOBr+BfIl4IvCYizwE9/kGMMfeLyLeAi4wxbwEbJiNZaYz5jIhcDHwXuGB7RQQh7Nqyh8whEwtZ2JQCwBg6khSs6aC4uZlhrWtNVedKU5v67XMrxxVMrJT3VrRU/yy2T9f/dBxdtPi9ubUdk+bLIYUX7QTQvsONnPfh1AMLSsrpKJjPwsQBE9oLHmUpdWVrZt9C7ZEXZvPX6PP71hjTJiL3A63GmE4ROQh42BgTAxCRvwIHA//qZw2PpL++gT8q83YFIezasucZY2iOU7i2nZJmz5THVlPdtdzUphpNXWSJqStqNHXlCzpStQtSt47+VOfvStmi65xoWcOaRb9k5BlXsPYfN9ASGUs5DomW9USqRmxcLlI5nETLWqp2OYjW+c+y/J7v4Uw/ifYFr1I8ckcKK4dn89fs71jgqfRjexJsftC8NP3ctqRnKSRJH7IchLBryx5wxpBMIeu6KGpqo7RlnamMrTbViaVmuGk0dYVL/P3fiuUMr15lqmu7KKqilw/xhKzESM8ng9Y/fTs1h56LbOPnW5KCCHVf+oFfazLBygd+Qv1JV7Du6dtJNq+mfPfDGTZ5ev9+6d6V9b7INr0I3Coi/4u/v308/vDpK4AxIlKD36U/Fng0vU4Lg8xKEMKusyVYYAyd6e6z18KwtrWmqmOlqUktNSNYYuqLlpi6sqVmRMUyM7xmHZW1hoI6+nhQarA6V3zI6r9dC0Aq1kzs4zlIQYTCyuF0LI5uXC7ZspbSCVM3W7flzb9Tsfvn6Fz2PgUl5dQcfx4rZ12ejbAPODvGmNdE5D7g9fRTtxhjogAicg0wB1gKvNtttbuAO7Y4QDc0BWdQb10bNUALI4WL7nJqFzRTmvAoT643FTSZysh6U1UUM2WFsNXMkunvTQJWtfgPlhdnozizvgTTNLWk/vE5W/5ox5+cuPHfS3//5M4VUyaudfZfuybR0l64/vkX9oqUjZwLEPvkhb3qT6yfW1j5eAIg0RIrjC14Ysr4b50wr/mNt4dLZE15SX3FYtO19DMl9Y+/mdHyU2Wr/Ia3j8sb427x/bXAtT0sdz1wfQ/PPwA80O2pcd1+9m/6MFir/RlhXOd04D67ReSnlZHIyiPGj6nfOI90QCy5ZQlt77WRaE1QWFVI/Qn1/l4nUPu52s2Wbby9kcpplTj7+tMJrH9hPasfXw1A3RfrqDl40zgSy/+8nMrPVFKxawWprhSLblhEYn2C2sNqGf75jO+/3xRtiF6U6Y1mUxDCfiqbf2KpDNp/4rj5bQUFOXmXVsD9JtoQvcR2Ef1h/3JZ6LBdQD47rD222nYNeWp7R8kDKQhh3/aVFWrQzvaa+3pFmOqfNtsF9FcQwt5uu4B8NqUrvlOhMYts15GH1tguoL+CEPZ1tgvId/t0dC60XUMeyrndoyCEfbntAvLdWV5zv26FVH2iLXu/uZ5HDu7/5JKDYh27izFrbdeRZzTsA6StexZFIPLprvh/bNeRZ7QbP0Aa9iw7raWlyHYNeUZb9gFaZruAfHdca/tU0rdUqkFbGW2I5tz1IUEJe6PtAvJdmTHDRiWT0d6XVH2Qk7tEQQl7Tv7xcs3xLW2dvS+l+iAn369BCfs82wWEwektLbtgjN5lOHjv9r5I8AQl7O+gt7pm3Yhkqq4yZebbriMPaMs+YK4XAz60XUYYHNHerufbB0/DPkjalR8CZ3ktE23XkOO8aEM0J88eadhD5tPx+KeKjPnEdh057FXbBQxUkML+eu+LqEyYHuvQu+AG7gXbBQxUkMI+G4jbLiIMzm5uGdH7UmobnrddwEAFJ+yu1wq8ZruMMNg/1jFFjMm5a7sDoIMcfo8GJ+y+p20XEAYFULBrV9d7tuvIQa9GG6JdtosYqKCF/RnbBYTFGc2tJbZryEE5u78OwQv7K+gwVUPimLa2PTBGxxHon5xujIIVdtfrwp8aR2VZiaF0bEJvjOmHNeT4ezNYYfc92vsiKhNObG3NueGQLfprtCGatF3EYARh+qctPQLcSDA/iPLKl5tbp9xY7SQRiQxk/a61XSy9fSmJZv8zo2ZGDSOOHEGiNcGSW5YQXxOnaEQRE2ZOIFK++UvEFsVY9sdlpGIpKID6L9bjTPdnfWm8s5GOhR0YYygZVcLY88cSKY2w9qm1rHtuHUXDi5hw8QQKCgto+6CN5jnNjD5z9CD/Gr16MNsvkG32Z4Tpies8C8ywXUYYHDRh7NteJLLnQNaNN8VJNCUom1RGMpbkI/cjJlw8gabZTUTKI9QdV8fqx1eTbE8y6sujNlu3c4V/t23JqBLi6+N85H7E5GsmEymPkIwliZT5Hw7L71tOYWUhdcfV8dHVH7HDFTuw+vHVlI4vpXJaJYuuW8S4C8ZRWJHVdmsdMDLaEM3pnlBQW89ZtgsIiyPb2psGum5RdRFlk/yZiyNlEUrGlJBYn6D5zWaqD/IHtK0+qJrmuc1brVsyqoSSUf4JgaKaIgqrCkm0JDZuC8AYg+kyG6ebBDBJQ6orhUSEppebqJhake2gAzya60GH4Ib9ASBnz2fmkrObWyZlYjtdq7voWNRB2Y5lJLwERdX+kHeFTiEJb/s5af+4HZMwFNdvmi+28Y5G3rvkPTqXdzL8CH9SxtrDa/n4px8TXxtn2ORhNM1uYvjhGZ+wsSc534WHYO6zg+utx3WewJ+kXmXRp+KJiSWp1IedBQU7DXQbyY4ki29czKgzR21slTcQkc1a5i3Fm+I03tbIuPPHIQWbFhx3/jhMyrD83uV4r3nUHFxDzYH+A2DVo6sYfsRwWqItNL3URFFtEaNOH7XZNjJkGfBUpjdqQ1BbdoDbbRcQFgfEOpYOdF2TMCy5cQnVB1Tj7OMfYCt0Cok3+bc5xJviFFb13KYkY0kW/WoRI08eybCdhm31cykQnOkOzXM23w2Ir48T+zhG1d5VrHlyDeNnjicyLELbu1m5bOC2fOjCQ7DD/g9gge0iwuCc5pa6gaxnjGHp75dSMrqEEUdvuremaloVTbP9QwFNs5uo+kzVVuumEikW/2Yx1Z+t3jj3+oZtdq7s3Pjv5jebKR5dvNm6Kx9ZSf2J9f4yXekDzAKprowPdhQHbs30Rm0JZjcewPUMrnMjcIPtUvLdPh2duxYYsyIlMqr3pTdpX9BO08tNlIwr4cMf+wMNjTxlJCOOG8GSm5aw/sX1FA0vYvzM8QDEPomx7tl1jD1vLM2vNdP2QRvJ1uTGD4ax54+ldHwpS29fSrIjCQZKx5cypmHMxteMLfJHw95wYNDZ3+HDKz6kqLaIEV/I+M18j0QboisyvVFbgnnqbQPXqcQfZnrrpkFl1FdGj3xhXmnJIbbrCJhDog3RnL5qrrsgd+PB9VqAu2yXEQZnNrdsvdMcbvPyKegQ9LD7fouOPJt1n29r3wNjWmzXESC/tl1ApgU/7K73EfCw7TLyXTEUT0gk3rFdR0AsAO6xXUSmBT/svh8DOX0TQi44uaVVe1C+q/LldFt3uRF213sf+IPtMvLdyS1tu2FM3r3J+2k+cJ/tIrIhN8LuuwrQucqyyEmlqmtSqbDf435ltCGalz2c3Am76y0BbrZdRr47prV967tWwmMu/i3WeSl3wu67BtAjxll0VnPLjrZrsOiyaEM0wBeeDE5uhd311gA/tV1GPhufSIwrTaU+sF2HBQ9FG6L/tF1ENuVW2H2/At62XUQ+OzjWkZNzmQ1CM3CJ7SKyLffC7noJ4OvohTZZc47X3K9r5PPAFbk6WWN/5F7YAVzvdeAm22Xkq2mdXbtEjBnwba85Zg4heS/lZth9l+PfJKOyYM/Ozg9t1zAEksB/5eupti3lbtj9m2QutF1GvvqK11Jpu4Yh8OtoQ3Su7SKGSu6GHcD1/gbcabuMfHRYe2wqxni268iit4DLbBcxlHI77L5LAJ2kMMOKoOhT8cR823VkSTtwZi5P0jgQuR9212sDzsCfTldl0KktrbZLyJZLog3R/9guYqjlftgBXO8tQnCedKid0NK6O8bkW+v3x2hD9I7eFhKRcSLyqIgsEJGPROQGESkWkRki8vg21lkoIhkfGytT8iPsAK53G3l4D7JNlcZUjUjm1Y0x84Fv9raQiAj+NfJ/NcZMBj4NVAA/z2552ZU/YfddALxuu4h8cmxbW75M67wGOD7aEO3LlOCfAzqMMXcBGGOSwHeA84CNw3eJyHAR+ZeIzBeRO9juCPn25VfYXa8d+CKw0HIleePM5pbJBHpU0j7pAL4UbYh+1MfldwPe6P6EMaYZWAx0n0zjSmC2MWY34C/AhAzUmjX5FXYA11sJHAOst11KPhiTSI4eZkwuH8wywFnRhugrWdj2IcC9AMaYvxPw91z+hR3A9d4DTkTni8uIGe2xVbZrGIQfRhui/R3D8F1g7+5PiEgVfsuds1cW5mfYAVzveeCr+J/sahDO9lrG2q5hgG6ONkR/OYD1ngaGicg5AOLPX38d/tBo3ff5XwDOTC9zDFAzqGqzLH/DDuB6fwa+bbuMXLd7V9fkQmOW2K6jn2YBFw9kReMfozgROFVEFgAf4O/3b3nF3VXAISIyHzgJf58+sII9I0ymuM6F+OPPB/poaZB9bVT986+VlR5qu44+uhc4N9oQ1RGJu8nvln0D17sJmIl26QfsK80tTu9LBcJdQIMGfWvhCDuA6/0O+AYa+AE5tD02VYwJ9NFm/Gm+vxaWW1b7KzxhB3C9O/AvjNA3Qz9FILJjPP6u7Tq242b8e9P1w3wbwhV2ANf7A3A8Okptv53W3BqxXUMPDP5Y7xdq0LcvHAfoeuI6U4HHCfhVT0HSJtK6/8RxRYiU2K4lLYa/f/6g7UJyQfha9g1cLwrsB7xqu5RcUW5MRX0yOc92HWnL8OdP16D3UXjDDhsurZ2Bf05W9cGXWtuCMG7AXGC/aEN0ju1Cckl4u/Fbcp0f4t/CWGi7lCBbFYmsOnz8mDr820Bt+DPw9T7evaa60bB35zr747fyE22XEmQHTBz3TmtBwe5D/LIecGG0IfqnIX7dvBHubvyWXO/fwDTgftulBNnn2trXDPFLzgamadAHR8O+JddrwvVOB87Cb03UFs5ubhk/RC+VAH4MzIg2RBcO0WvmLe3Gb4/rjMOfW+4U26UEzV6Txi+Mi0zK4kvMw983fy2LrxEq2rJvj+s14nqnAkeTw/cxZ8O+sY5FWdq0hz946F4a9MzSlr2vXKcEuBT4b6DUcjXWvVhWOm/mqPo9MrhJA9wNXBptiObyYBmBpWHvL9fZAX8ggxNsl2JTClLTJo1fZzIzdPKb+EfaszF0lErTbnx/ud7HuN6JwD7AP2yXY0sBFOzcFR/sTDzvAKcB+2jQs09b9sFynenA1cCRtksZag9VlL96Vd3w6QNYdR7wU+BhvXll6GjYM8V1DsSfRvpoQjIiTkykfb+J4wSRsj6u8iZ+yP+qIR96GvZM8/fpv4k/2OVwy9Vk3ZHjx7y2vLBwv+0s0oU/u8pt0Ybos0OWqxMBAAABpElEQVRUluqBhj1bXKcUf390Jv7ddXnpluqq2TfXVB/Uw4/exx855u5oQ3Sor7hTPdCwDwXX2RN/ptnTgEl2i8mstQUFa2ZMGFuLSAH+OfLHgDujDdHn7FamtqRhH2r+Ab0T8U/d7Wy5mkxYecy40X9sLCp6Fng6bHOe5xINu02uswtwBP40QocAI+0W1CcxYA7wLP5IP3NwPX0T5QANe5C4zs5sCv5n8bv8tq+FWAq83O3xJq4Xt1uSGggNe5C5ThmwCzCl22NX/HHz+nq6qy/iwCf4M598AGyYBeU9XG9ZBl9HWaRhz1WuUwHUb/EYgX/dfjFQhH++36QfcfxZRtelH93/vQLX00kV8pyGXamQsL0/qJQaIhp2pUJCw65USGjYlQoJDbtSIaFhVyokNOxKhYSGXamQ0LArFRIadqVCQsOuVEho2JUKCQ27UiGhYVcqJDTsSoWEhl2pkNCwKxUSGnalQkLDrlRIaNiVCgkNu1IhoWFXKiQ07EqFhIZdqZDQsCsVEhp2pUJCw65USGjYlQoJDbtSIaFhVyokNOxKhcT/A9cFtGT9+Ms+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 类别减小，分成3类[0-21] [22,50] [50,]\n",
    "def scale(data):\n",
    "    new_age = [0,0,0]\n",
    "    labels,data = data\n",
    "    for index,age in enumerate(labels):\n",
    "        age= int(age)\n",
    "        if age < 22:\n",
    "            new_age[0] = new_age[0] + data[index]\n",
    "        elif age < 50:\n",
    "            new_age[1] = new_age[1] + data[index]\n",
    "        else:\n",
    "            new_age[2] = new_age[2] + data[index]\n",
    "    return ([\"Youth\",\"Strong\",\"Old\"],new_age)\n",
    "\n",
    "for index,age_data in enumerate(age_data_all):\n",
    "    plt.rcParams['font.sans-serif']=['SimHei']\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "    plt.title(\"Cluster %d\" % (index+1))\n",
    "    labels,data = scale(age_data)\n",
    "    plt.pie(data,labels=labels,autopct='%1.2f%%')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.各个聚类的工作分布饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for index,job_data in enumerate(job_data_all):\n",
    "    plt.title(\"Cluster %d\" % (index+1))\n",
    "    labels,data = job_data\n",
    "    plt.pie(data,labels=labels,autopct='%1.2f%%')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
